{"id":"W2809684303","doi":"10.1039/c7ee03639f","title":"Pathways to electrochemical solar-hydrogen technologies","year":2018,"lang":"en","type":"article","venue":"Energy & Environmental Science","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":346,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Energy Efficiency; Office of Science; Division of Chemical, Bioengineering, Environmental, and Transport Systems; Fuel Cell Technologies Program; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; Office of Energy Efficiency and Renewable Energy; U.S. Department of Energy; European Commission; Ministerie van Onderwijs, Cultuur en Wetenschap; York University; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Ministerie van Economische Zaken; Villum Fonden; National Science Foundation","keywords":"Electrochemistry; Hydrogen technologies; Materials science; Environmental science; Hydrogen; Engineering physics; Nanotechnology; Hydrogen production; Chemistry; Engineering; Hydrogen economy; Electrode","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003970794,0.0005400116,0.0002435663,0.0005110732,0.0008098392,0.001455129,0.0007736728,0.001093555,0.0236774],"category_scores_gemma":[0.000612726,0.0002872813,0.0004310869,0.0005854035,0.0005127271,0.002869889,0.001646905,0.001870843,0.005163793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009701059,"about_ca_system_score_gemma":0.0009786367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005097808,"about_ca_topic_score_gemma":0.001469986,"domain_scores_codex":[0.999764,0.00003180776,0.00001520618,0.00004215347,0.00009306585,0.0000536746],"domain_scores_gemma":[0.9997874,0.00004501583,0.00002170178,0.00002461337,0.0000751397,0.00004623376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003255897,0.0005868473,0.001368022,0.003820103,0.00006452418,0.00154122,0.0003893471,0.004564045,0.1754646,0.5929617,0.02262542,0.1962885],"study_design_scores_gemma":[0.00006528303,0.0006177612,0.0009909327,0.0003482315,0.00004001075,0.001029115,0.0005599325,0.003257207,0.3583764,0.1953804,0.4392697,0.00006504458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.18996,0.1466907,0.155936,0.02665037,0.006284253,0.0007640477,0.003573504,0.001030353,0.4691107],"genre_scores_gemma":[0.7134407,0.1207505,0.0421612,0.001550492,0.0005915391,0.0005454682,0.001686589,0.0001471541,0.1191264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0236774,"threshold_uncertainty_score":0.07920885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006571992549682063,"score_gpt":0.1923469721598325,"score_spread":0.1857749796101505,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}